ASSESSMENT OF LAND USE / LAND COVER CHANGE IMPACT ON STREAM FLOW USING SWAT MODEL, THE CASE OF KULFO RIVER CATCHMENT, RIFT VALLEY BASIN, ETHIOPIA
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Date
2024-01-06
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Hawassa University
Abstract
In order to conserve land and water resources and ensure its long-term sustainability, land use
land cover change dynamics and its impact on the water resources of watersheds have emerged
as key issues in hydrology. The main objective of this study was to investigate impact of land use
land cover change on stream flow of Kulfo River. ERDAS IMAGINE-2015 using the maximum
likelihood algorithm of supervised classification was used to evaluate changes in land use and
land cover of study area. Land sat-5 images of year 2000 and 2010 as well as land sat-8 images
of year 2022 obtained from USGS with spatial resolution of 30m were used for land use land cover
classification. Accuracy of model to classify land features accurately and precisely was evaluated
by making comparison matrix between classified classes with those collected by GPS and from
Google earth. Kappa coefficient from comparison matrix has been used to evaluate performance
of model and it has been determined over 80% for all classification periods verifying the accuracy
of classification. From comparison observed from each periods of land use land cover maps, there
are some significant changes on land use and land cover features of study area. Over the past
study years, the watershed has undergone significant changes, including the expansion of
agricultural land and towns at the expense of the reduction of grassland, forest, and shrub area.
Those LULC maps of different periods were varied as SWAT inputs while maintaining the
remaining inputs the same in order to evaluate its impact on stream flow using SWAT model. The
sensitivity analysis, calibration and validation was conducted using Sequential Uncertainty Fitting
(SUFI-2) within SWAT-CUP. The calibration results showed very good match of simulation with
observation with Nash-Sutcliff efficiency (NSE) of 0.81, coefficient of determination (R2
) of 0.83,
root mean square error (RMSE) of 0.12 and percent of bias (PBIAS) of -0.1.Perspective objective
functions during validation have been determined as 0.84,0.86,0.01 and 0.03 respectively. Well
calibrated stream flow for different periods has been compared to evaluate impact of LULC
changes on stream flow. It has been pointed out that some increases in agricultural land and
urbanization promoted runoff formation by reducing water infiltration into deep soil, result in an
increase in surface runoff and a decrease in ground water flow. It is also revealed by the study
that increased surface due to land use land cover change is more significant during wet seasons
than that of dry seasons. The study's methodology and findings will be pertinent to environmental
policy makers and other relevant bodies which will involve in the development, occupancy, and
management of resources related to water and land
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Keywords
SWAT model, Kulfo watershed, Hydrological modeling, Rift valley basin
